To probe advantages in TiO2/5A zeolite composite system, the photocatalytic degradation and adsorption of the antibiotic oxytetracycline (OTC) by unsupported TiO2 and 5A zeolite coated with 15 mass% TiO2 (15%T5A) under a series of conditions were investigated. The primary adsorption results indicated that 5A had much better adsorptive capability of OTC than TiO2 except at high pH values (pH = 11). A multivariate analysis and a response surface methodology (RSM) were applied to develop a quadratic model as a functional relationship between OTC removal efficiency and the independent variables (the initial pH values and the dosage of the catalyst). The optimal OTC removal conditions found with 15%T5A dosage were 1.00 g/L for pH 5 and 7, 0.80 g/L for pH 9, and 0.68 g/L for pH 11. Under these conditions, the 15%T5A composite photocatalysis showed a quicker OTC removal and degradation speed than unsupported TiO2. Besides, competitive organics like tert-butyl alcohol (TBA), methanol and humid acid, were added during the photocatalytic degradation of OTC by UV + TiO2 and UV + 15%T5A at pH 7. The experimental results indicated that the 15%T5A composite system had a better anti-interference capability of radical scavengers, and humid acid at a low concentration than unsupported TiO2. Moreover, the 15%T5A proved a more stable activity during recycled use and a much quicker sedimentation performance than nano-TiO2. @en

Electrochemical oxidation of water to produce highly reactive hydroxyl radicals (OH) is the dominant factor that accounts for the organic compounds removal efficiency in water treatment. As an emerging carbon-based material, the investigation of electrocatalytic of water to produce OH on Graphdiyne (GDY) anode is firstly evaluated by using first-principles calculations. The theoretical calculation results demonstrated that the GDY anode owns a large oxygen evolution reaction (OER) overpotential (ηOER = 1.95 V) and a weak sorptive ability towards oxygen evolution intermediates (HO*, not OH). The high Gibbs energy change of HO* (3.18 eV) on GDY anode makes the selective production of OH (ΔG = 2.4 eV) thermodynamically favorable. The investigation comprises the understanding of the relationship between OER to electrochemical advanced oxidation process (EAOP), and give a proof-of-concept of finding the novel and robust environmental EAOP anode at quantum chemistry level.@en

Predicting pseudo CT images from MRI data has received increasing attention for use in MRI-only radiation therapy planning and PET-MRI attenuation correction, eliminating the need for harmful CT scanning. Current approaches focus on voxelwise mean absolute error (MAE) and peak signal-to-noise-ratio (PSNR) for optimization and evaluation. Contextual losses such as structural similarity (SSIM) are known to promote perceptual image quality. We investigate the use of these contextual losses for optimization. Patch-based 3D fully convolutional neural networks (FCN) were optimized for prediction of pseudo CT images from 3D gradient echo pelvic MRI data and compared to ground truth CT data of 26 patients. CT data was non-rigidly registered to MRI for training and evaluation. We compared voxelwise L1 and L2 loss functions, with contextual multi-scale L1 and L2 (MSL1 and MSL2), and SSIM. Performance was evaluated using MAE, PSNR, SSIM and the overlap of segmented cortical bone in the reconstructions, by the dice similarity metric. Evaluation was carried out in cross-validation. All optimizations successfully converged well with PSNR between 25 and 30 HU, except for one of the folds of SSIM optimizations. MSL1 and MSL2 are at least on par with their single-scale counterparts. MSL1 overcomes some of the instabilities of the L1 optimized prediction models. MSL2 optimization is stable, and on average, outperforms all the other losses, although quantitative evaluations based on MAE, PSNR and SSIM only show minor differences. Direct optimization using SSIM visually excelled in terms subjective perceptual image quality at the expense of a voxelwise quantitative performance drop. Contextual loss functions can improve prediction performance of FCNs without change of the network architecture. The suggested subjective superiority of contextual losses in reconstructing local structures merits further investigations.@en

Laughter is a nonverbal vocal expression that often communicates positive affect and cooperative intent in humans. Temporally coincident laughter occurring within groups is a potentially rich cue of affiliation to overhearers. We examined listeners’ judgments of affiliation based on brief, decontextualized instances of colaughter between either established friends or recently acquainted strangers. In a sample of 966 participants from 24 societies, people reliably distinguished friends from strangers with an accuracy of 53–67%. Acoustic analyses of the individual laughter segments revealed that, across cultures, listeners’ judgments were consistently predicted by voicing dynamics, suggesting perceptual sensitivity to emotionally triggered spontaneous production. Colaughter affords rapid and accurate appraisals of affiliation that transcend cultural and linguistic boundaries, and may constitute a universal means of signaling cooperative relationships.@en

Laughter is a nonverbal vocal expression that often communicates positive affect and cooperative intent in humans. Temporally coincident laughter occurring within groups is a potentially rich cue of affiliation to overhearers. We examined listeners’ judgments of affiliation based on brief, decontextualized instances of colaughter between either established friends or recently acquainted strangers. In a sample of 966 participants from 24 societies, people reliably distinguished friends from strangers with an accuracy of 53–67%. Acoustic analyses of the individual laughter segments revealed that, across cultures, listeners’ judgments were consistently predicted by voicing dynamics, suggesting perceptual sensitivity to emotionally triggered spontaneous production. Colaughter affords rapid and accurate appraisals of affiliation that transcend cultural and linguistic boundaries, and may constitute a universal means of signaling cooperative relationships.@en

To investigate the groundwater levels changes effects on the transpiration of Salix psammophila (S. psammophila) bush, systemic measurements of meteorological conditions, sap flow of S. psammophila, soil water contents and groundwater levels were conducted in the Hailiutu River catchment, NW of China. Based on the collected field data, Hydrus-1D software package was used to calibrate water movement for root uptake in the saturated– unsaturated zone. The soil hydraulic parameters and root uptake function parameters were calibrated. The simulated results of soil water contents and sap flow fitted well with the observed ones. Based on the calibrated hydraulic parameters, different groundwater levels were imposed at the low boundary to simulate the groundwater levels changes effects on the transpiration. The relationship between ratio of actual transpiration and potential (T/Tp) and groundwater water table depth was established. The results shows that the ratio of actual transpiration and potential transpiration decreases with groundwater table depth increase as inverse ‘S’ shape. And the turn point is corresponding to the extinct depth, i.e., no groundwater contribution to S. psammophila transpiration. To further verify this phenomenon is universal, the soil hydraulic parameters were replaced with the other five groups in the calibrated forward model. The results confirmed the similar changes of Ta/Tp with the groundwater levels changed, i.e. inverse ‘S’ shape. However, the extinction depth is different corresponding to different soil hydraulic parameters. So, the research results indicated the relationship between transpiration and groundwater levels is non-linear function @en